Dataset statistics
| Number of variables | 14 |
|---|---|
| Number of observations | 1998 |
| Missing cells | 6208 |
| Missing cells (%) | 22.2% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 926.1 KiB |
| Average record size in memory | 474.6 B |
Variable types
| NUM | 8 |
|---|---|
| CAT | 6 |
proyecto has a high cardinality: 101 distinct values | High cardinality |
primiparos is highly correlated with admitidos | High correlation |
admitidos is highly correlated with primiparos | High correlation |
anno_semestre is highly correlated with semestre | High correlation |
semestre is highly correlated with anno_semestre | High correlation |
modalidad is highly correlated with nivel | High correlation |
nivel is highly correlated with modalidad | High correlation |
inscritos has 1243 (62.2%) missing values | Missing |
admitidos has 783 (39.2%) missing values | Missing |
primiparos has 817 (40.9%) missing values | Missing |
matriculados has 598 (29.9%) missing values | Missing |
egresados has 888 (44.4%) missing values | Missing |
graduados has 831 (41.6%) missing values | Missing |
retirados has 1030 (51.6%) missing values | Missing |
semestre is uniformly distributed | Uniform |
anno_semestre is uniformly distributed | Uniform |
Reproduction
| Analysis started | 2020-12-13 02:04:04.623107 |
|---|---|
| Analysis finished | 2020-12-13 02:04:11.161733 |
| Duration | 6.54 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
anno
Real number (ℝ≥0)
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2013 |
|---|---|
| Minimum | 2009 |
| Maximum | 2017 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.7 KiB |
Quantile statistics
| Minimum | 2009 |
|---|---|
| 5-th percentile | 2009 |
| Q1 | 2011 |
| median | 2013 |
| Q3 | 2015 |
| 95-th percentile | 2017 |
| Maximum | 2017 |
| Range | 8 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.582635283 |
|---|---|
| Coefficient of variation (CV) | 0.001282978283 |
| Kurtosis | -1.230074608 |
| Mean | 2013 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0 |
| Sum | 4021974 |
| Variance | 6.670005008 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) | |
| 2017 | 222 | 11.1% | |
| 2016 | 222 | 11.1% | |
| 2015 | 222 | 11.1% | |
| 2014 | 222 | 11.1% | |
| 2013 | 222 | 11.1% | |
| 2012 | 222 | 11.1% | |
| 2011 | 222 | 11.1% | |
| 2010 | 222 | 11.1% | |
| 2009 | 222 | 11.1% |
| Value | Count | Frequency (%) | |
| 2009 | 222 | 11.1% | |
| 2010 | 222 | 11.1% | |
| 2011 | 222 | 11.1% | |
| 2012 | 222 | 11.1% | |
| 2013 | 222 | 11.1% | |
| 2014 | 222 | 11.1% | |
| 2015 | 222 | 11.1% | |
| 2016 | 222 | 11.1% | |
| 2017 | 222 | 11.1% |
| Value | Count | Frequency (%) | |
| 2017 | 222 | 11.1% | |
| 2016 | 222 | 11.1% | |
| 2015 | 222 | 11.1% | |
| 2014 | 222 | 11.1% | |
| 2013 | 222 | 11.1% | |
| 2012 | 222 | 11.1% | |
| 2011 | 222 | 11.1% | |
| 2010 | 222 | 11.1% | |
| 2009 | 222 | 11.1% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.7 KiB |
| 3 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 3 | 999 | 50.0% | |
| 1 | 999 | 50.0% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Most occurring characters
| Value | Count | Frequency (%) | |
| 1 | 999 | 50.0% | |
| 3 | 999 | 50.0% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 1998 | 100.0% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 1 | 999 | 50.0% | |
| 3 | 999 | 50.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 1998 | 100.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 1 | 999 | 50.0% | |
| 3 | 999 | 50.0% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 1998 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| 1 | 999 | 50.0% | |
| 3 | 999 | 50.0% |
| Distinct | 18 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.7 KiB |
| 03/01/2010 12:00:00 AM | 111 |
|---|---|
| 03/01/2016 12:00:00 AM | 111 |
| 01/01/2013 12:00:00 AM | 111 |
| 01/01/2015 12:00:00 AM | 111 |
| 01/01/2012 12:00:00 AM | 111 |
| Other values (13) |
| Value | Count | Frequency (%) | |
| 03/01/2010 12:00:00 AM | 111 | 5.6% | |
| 03/01/2016 12:00:00 AM | 111 | 5.6% | |
| 01/01/2013 12:00:00 AM | 111 | 5.6% | |
| 01/01/2015 12:00:00 AM | 111 | 5.6% | |
| 01/01/2012 12:00:00 AM | 111 | 5.6% | |
| 03/01/2011 12:00:00 AM | 111 | 5.6% | |
| 03/01/2012 12:00:00 AM | 111 | 5.6% | |
| 01/01/2017 12:00:00 AM | 111 | 5.6% | |
| 01/01/2016 12:00:00 AM | 111 | 5.6% | |
| 01/01/2014 12:00:00 AM | 111 | 5.6% | |
| 03/01/2009 12:00:00 AM | 111 | 5.6% | |
| 03/01/2015 12:00:00 AM | 111 | 5.6% | |
| 01/01/2010 12:00:00 AM | 111 | 5.6% | |
| 03/01/2013 12:00:00 AM | 111 | 5.6% | |
| 01/01/2009 12:00:00 AM | 111 | 5.6% | |
| 03/01/2017 12:00:00 AM | 111 | 5.6% | |
| 03/01/2014 12:00:00 AM | 111 | 5.6% | |
| 01/01/2011 12:00:00 AM | 111 | 5.6% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 22 |
|---|---|
| Median length | 22 |
| Mean length | 22 |
| Min length | 22 |
Most occurring characters
| Value | Count | Frequency (%) | |
| 0 | 14430 | 32.8% | |
| 1 | 6993 | 15.9% | |
| 2 | 4218 | 9.6% | |
| / | 3996 | 9.1% | |
| 3996 | 9.1% | ||
| : | 3996 | 9.1% | |
| A | 1998 | 4.5% | |
| M | 1998 | 4.5% | |
| 3 | 1221 | 2.8% | |
| 9 | 222 | 0.5% | |
| 4 | 222 | 0.5% | |
| 5 | 222 | 0.5% | |
| 6 | 222 | 0.5% | |
| 7 | 222 | 0.5% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 27972 | 63.6% | |
| Other Punctuation | 7992 | 18.2% | |
| Space Separator | 3996 | 9.1% | |
| Uppercase Letter | 3996 | 9.1% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 0 | 14430 | 51.6% | |
| 1 | 6993 | 25.0% | |
| 2 | 4218 | 15.1% | |
| 3 | 1221 | 4.4% | |
| 9 | 222 | 0.8% | |
| 4 | 222 | 0.8% | |
| 5 | 222 | 0.8% | |
| 6 | 222 | 0.8% | |
| 7 | 222 | 0.8% |
Most frequent Other Punctuation characters
| Value | Count | Frequency (%) | |
| / | 3996 | 50.0% | |
| : | 3996 | 50.0% |
Most frequent Space Separator characters
| Value | Count | Frequency (%) | |
| 3996 | 100.0% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| A | 1998 | 50.0% | |
| M | 1998 | 50.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 39960 | 90.9% | |
| Latin | 3996 | 9.1% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 0 | 14430 | 36.1% | |
| 1 | 6993 | 17.5% | |
| 2 | 4218 | 10.6% | |
| / | 3996 | 10.0% | |
| 3996 | 10.0% | ||
| : | 3996 | 10.0% | |
| 3 | 1221 | 3.1% | |
| 9 | 222 | 0.6% | |
| 4 | 222 | 0.6% | |
| 5 | 222 | 0.6% | |
| 6 | 222 | 0.6% | |
| 7 | 222 | 0.6% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| A | 1998 | 50.0% | |
| M | 1998 | 50.0% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 43956 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| 0 | 14430 | 32.8% | |
| 1 | 6993 | 15.9% | |
| 2 | 4218 | 9.6% | |
| / | 3996 | 9.1% | |
| 3996 | 9.1% | ||
| : | 3996 | 9.1% | |
| A | 1998 | 4.5% | |
| M | 1998 | 4.5% | |
| 3 | 1221 | 2.8% | |
| 9 | 222 | 0.5% | |
| 4 | 222 | 0.5% | |
| 5 | 222 | 0.5% | |
| 6 | 222 | 0.5% | |
| 7 | 222 | 0.5% |
facultad
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.7 KiB |
| FACULTAD DE CIENCIAS Y EDUCACION | |
|---|---|
| FACULTAD DE TECNOLOGIA - POLITECNICA / TECNOLOGICA | |
| FACULTAD DE INGENIERIA | |
| FACULTAD DE MEDIO AMBIENTE Y RECURSOS NATURALES | |
| FACULTAD DE ARTES-ASAB | |
| Other values (2) | 36 |
| Value | Count | Frequency (%) | |
| FACULTAD DE CIENCIAS Y EDUCACION | 630 | 31.5% | |
| FACULTAD DE TECNOLOGIA - POLITECNICA / TECNOLOGICA | 540 | 27.0% | |
| FACULTAD DE INGENIERIA | 414 | 20.7% | |
| FACULTAD DE MEDIO AMBIENTE Y RECURSOS NATURALES | 270 | 13.5% | |
| FACULTAD DE ARTES-ASAB | 108 | 5.4% | |
| VICERRECTORIA CONVENIOS | 18 | 0.9% | |
| VICERRECTORIA ACADEMICA | 18 | 0.9% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 50 |
|---|---|
| Median length | 32 |
| Mean length | 36.11711712 |
| Min length | 22 |
Most occurring characters
| Value | Count | Frequency (%) | |
| 8460 | 11.7% | ||
| A | 8442 | 11.7% | |
| C | 7578 | 10.5% | |
| E | 7236 | 10.0% | |
| I | 5940 | 8.2% | |
| D | 4842 | 6.7% | |
| N | 4284 | 5.9% | |
| T | 4266 | 5.9% | |
| O | 3942 | 5.5% | |
| L | 3852 | 5.3% | |
| U | 3132 | 4.3% | |
| F | 1962 | 2.7% | |
| S | 1674 | 2.3% | |
| G | 1494 | 2.1% | |
| R | 1440 | 2.0% | |
| Y | 900 | 1.2% | |
| - | 648 | 0.9% | |
| M | 558 | 0.8% | |
| P | 540 | 0.7% | |
| / | 540 | 0.7% | |
| B | 378 | 0.5% | |
| V | 54 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Uppercase Letter | 62514 | 86.6% | |
| Space Separator | 8460 | 11.7% | |
| Dash Punctuation | 648 | 0.9% | |
| Other Punctuation | 540 | 0.7% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| A | 8442 | 13.5% | |
| C | 7578 | 12.1% | |
| E | 7236 | 11.6% | |
| I | 5940 | 9.5% | |
| D | 4842 | 7.7% | |
| N | 4284 | 6.9% | |
| T | 4266 | 6.8% | |
| O | 3942 | 6.3% | |
| L | 3852 | 6.2% | |
| U | 3132 | 5.0% | |
| F | 1962 | 3.1% | |
| S | 1674 | 2.7% | |
| G | 1494 | 2.4% | |
| R | 1440 | 2.3% | |
| Y | 900 | 1.4% | |
| M | 558 | 0.9% | |
| P | 540 | 0.9% | |
| B | 378 | 0.6% | |
| V | 54 | 0.1% |
Most frequent Space Separator characters
| Value | Count | Frequency (%) | |
| 8460 | 100.0% |
Most frequent Dash Punctuation characters
| Value | Count | Frequency (%) | |
| - | 648 | 100.0% |
Most frequent Other Punctuation characters
| Value | Count | Frequency (%) | |
| / | 540 | 100.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 62514 | 86.6% | |
| Common | 9648 | 13.4% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| A | 8442 | 13.5% | |
| C | 7578 | 12.1% | |
| E | 7236 | 11.6% | |
| I | 5940 | 9.5% | |
| D | 4842 | 7.7% | |
| N | 4284 | 6.9% | |
| T | 4266 | 6.8% | |
| O | 3942 | 6.3% | |
| L | 3852 | 6.2% | |
| U | 3132 | 5.0% | |
| F | 1962 | 3.1% | |
| S | 1674 | 2.7% | |
| G | 1494 | 2.4% | |
| R | 1440 | 2.3% | |
| Y | 900 | 1.4% | |
| M | 558 | 0.9% | |
| P | 540 | 0.9% | |
| B | 378 | 0.6% | |
| V | 54 | 0.1% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 8460 | 87.7% | ||
| - | 648 | 6.7% | |
| / | 540 | 5.6% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 72162 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| 8460 | 11.7% | ||
| A | 8442 | 11.7% | |
| C | 7578 | 10.5% | |
| E | 7236 | 10.0% | |
| I | 5940 | 8.2% | |
| D | 4842 | 6.7% | |
| N | 4284 | 5.9% | |
| T | 4266 | 5.9% | |
| O | 3942 | 5.5% | |
| L | 3852 | 5.3% | |
| U | 3132 | 4.3% | |
| F | 1962 | 2.7% | |
| S | 1674 | 2.3% | |
| G | 1494 | 2.1% | |
| R | 1440 | 2.0% | |
| Y | 900 | 1.2% | |
| - | 648 | 0.9% | |
| M | 558 | 0.8% | |
| P | 540 | 0.7% | |
| / | 540 | 0.7% | |
| B | 378 | 0.5% | |
| V | 54 | 0.1% |
| Distinct | 101 |
|---|---|
| Distinct (%) | 5.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.7 KiB |
| INGENIERIA ELECTRICA | 54 |
|---|---|
| NO_REGISTRA | 54 |
| INGENIERIA EN TELEMATICA | 36 |
| INGENIERIA EN CONTROL | 36 |
| INGENIERA CIVIL | 36 |
| Other values (96) |
| Value | Count | Frequency (%) | |
| INGENIERIA ELECTRICA | 54 | 2.7% | |
| NO_REGISTRA | 54 | 2.7% | |
| INGENIERIA EN TELEMATICA | 36 | 1.8% | |
| INGENIERIA EN CONTROL | 36 | 1.8% | |
| INGENIERA CIVIL | 36 | 1.8% | |
| ARTES ESCENICAS | 36 | 1.8% | |
| INGENIERIA DE PRODUCCION | 36 | 1.8% | |
| INGENIERIA MECANICA | 36 | 1.8% | |
| LICENCIATURA EN EDUCACION PRIMARIA | 18 | 0.9% | |
| MAESTRIA EN INGENIERIA CIVIL | 18 | 0.9% | |
| MAESTRIA EN LINGUISTICA APLICADA A LA ENSENANZA DEL INGLES | 18 | 0.9% | |
| TECNOLOGIA EN SANEAMIENTO AMBIENTAL | 18 | 0.9% | |
| TECNOLOGIA EN ADMINISTRACION DEPORTIVA | 18 | 0.9% | |
| LICENCIATURA EN QUIMICA | 18 | 0.9% | |
| ESPECIALIZACION EN INFANCIA, CULTURA Y DESARROLLO | 18 | 0.9% | |
| INGENIERIA ELECTRONICA | 18 | 0.9% | |
| INGENIERIA SANITARIA | 18 | 0.9% | |
| ESPECIALIZACION EN METODOLOGIA Y APRENDIZAJE DEL ESPANOL COMO LENGUA MATERNA | 18 | 0.9% | |
| ESPECIALIZACION TECNOLOGICA EN CONTROL ELECTRONICO E INSTRUMENTACION | 18 | 0.9% | |
| TECNOLOGIA EN ELECTRONICA | 18 | 0.9% | |
| ESPECIALIZACION EN EDUCACION EN TECNOLOGIA | 18 | 0.9% | |
| MATEMATICAS | 18 | 0.9% | |
| ESPECIALIZACION EN VOZ ESCENICA | 18 | 0.9% | |
| INGENIERIA EN CONTROL ELECTRONICO E INSTRUMENTACION | 18 | 0.9% | |
| LICENCIATURA EN FISICA | 18 | 0.9% | |
| Other values (76) | 1368 | 68.5% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 84 |
|---|---|
| Median length | 35 |
| Mean length | 37.0990991 |
| Min length | 11 |
Most occurring characters
| Value | Count | Frequency (%) | |
| E | 9090 | 12.3% | |
| I | 9036 | 12.2% | |
| A | 7794 | 10.5% | |
| 7182 | 9.7% | ||
| N | 7038 | 9.5% | |
| C | 5490 | 7.4% | |
| O | 4608 | 6.2% | |
| S | 3870 | 5.2% | |
| T | 3474 | 4.7% | |
| R | 3150 | 4.2% | |
| L | 3078 | 4.2% | |
| D | 1764 | 2.4% | |
| G | 1746 | 2.4% | |
| U | 1512 | 2.0% | |
| M | 1404 | 1.9% | |
| P | 1152 | 1.6% | |
| Z | 720 | 1.0% | |
| Y | 522 | 0.7% | |
| V | 396 | 0.5% | |
| F | 360 | 0.5% | |
| B | 324 | 0.4% | |
| J | 108 | 0.1% | |
| , | 72 | 0.1% | |
| H | 54 | 0.1% | |
| _ | 54 | 0.1% | |
| Other values (4) | 126 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Uppercase Letter | 66780 | 90.1% | |
| Space Separator | 7182 | 9.7% | |
| Other Punctuation | 72 | 0.1% | |
| Connector Punctuation | 54 | 0.1% | |
| Dash Punctuation | 36 | < 0.1% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| E | 9090 | 13.6% | |
| I | 9036 | 13.5% | |
| A | 7794 | 11.7% | |
| N | 7038 | 10.5% | |
| C | 5490 | 8.2% | |
| O | 4608 | 6.9% | |
| S | 3870 | 5.8% | |
| T | 3474 | 5.2% | |
| R | 3150 | 4.7% | |
| L | 3078 | 4.6% | |
| D | 1764 | 2.6% | |
| G | 1746 | 2.6% | |
| U | 1512 | 2.3% | |
| M | 1404 | 2.1% | |
| P | 1152 | 1.7% | |
| Z | 720 | 1.1% | |
| Y | 522 | 0.8% | |
| V | 396 | 0.6% | |
| F | 360 | 0.5% | |
| B | 324 | 0.5% | |
| J | 108 | 0.2% | |
| H | 54 | 0.1% | |
| X | 36 | 0.1% | |
| Q | 36 | 0.1% | |
| W | 18 | < 0.1% |
Most frequent Space Separator characters
| Value | Count | Frequency (%) | |
| 7182 | 100.0% |
Most frequent Other Punctuation characters
| Value | Count | Frequency (%) | |
| , | 72 | 100.0% |
Most frequent Dash Punctuation characters
| Value | Count | Frequency (%) | |
| - | 36 | 100.0% |
Most frequent Connector Punctuation characters
| Value | Count | Frequency (%) | |
| _ | 54 | 100.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 66780 | 90.1% | |
| Common | 7344 | 9.9% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| E | 9090 | 13.6% | |
| I | 9036 | 13.5% | |
| A | 7794 | 11.7% | |
| N | 7038 | 10.5% | |
| C | 5490 | 8.2% | |
| O | 4608 | 6.9% | |
| S | 3870 | 5.8% | |
| T | 3474 | 5.2% | |
| R | 3150 | 4.7% | |
| L | 3078 | 4.6% | |
| D | 1764 | 2.6% | |
| G | 1746 | 2.6% | |
| U | 1512 | 2.3% | |
| M | 1404 | 2.1% | |
| P | 1152 | 1.7% | |
| Z | 720 | 1.1% | |
| Y | 522 | 0.8% | |
| V | 396 | 0.6% | |
| F | 360 | 0.5% | |
| B | 324 | 0.5% | |
| J | 108 | 0.2% | |
| H | 54 | 0.1% | |
| X | 36 | 0.1% | |
| Q | 36 | 0.1% | |
| W | 18 | < 0.1% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 7182 | 97.8% | ||
| , | 72 | 1.0% | |
| _ | 54 | 0.7% | |
| - | 36 | 0.5% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 74124 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| E | 9090 | 12.3% | |
| I | 9036 | 12.2% | |
| A | 7794 | 10.5% | |
| 7182 | 9.7% | ||
| N | 7038 | 9.5% | |
| C | 5490 | 7.4% | |
| O | 4608 | 6.2% | |
| S | 3870 | 5.2% | |
| T | 3474 | 4.7% | |
| R | 3150 | 4.2% | |
| L | 3078 | 4.2% | |
| D | 1764 | 2.4% | |
| G | 1746 | 2.4% | |
| U | 1512 | 2.0% | |
| M | 1404 | 1.9% | |
| P | 1152 | 1.6% | |
| Z | 720 | 1.0% | |
| Y | 522 | 0.7% | |
| V | 396 | 0.5% | |
| F | 360 | 0.5% | |
| B | 324 | 0.4% | |
| J | 108 | 0.1% | |
| , | 72 | 0.1% | |
| H | 54 | 0.1% | |
| _ | 54 | 0.1% | |
| Other values (4) | 126 | 0.2% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 18 |
| Missing (%) | 0.9% |
| Memory size | 15.7 KiB |
| PREGRADO | |
|---|---|
| POSGRADO |
| Value | Count | Frequency (%) | |
| PREGRADO | 1116 | 55.9% | |
| POSGRADO | 864 | 43.2% | |
| (Missing) | 18 | 0.9% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 7.954954955 |
| Min length | 3 |
Most occurring characters
| Value | Count | Frequency (%) | |
| R | 3096 | 19.5% | |
| O | 2844 | 17.9% | |
| P | 1980 | 12.5% | |
| G | 1980 | 12.5% | |
| A | 1980 | 12.5% | |
| D | 1980 | 12.5% | |
| E | 1116 | 7.0% | |
| S | 864 | 5.4% | |
| n | 36 | 0.2% | |
| a | 18 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Uppercase Letter | 15840 | 99.7% | |
| Lowercase Letter | 54 | 0.3% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| R | 3096 | 19.5% | |
| O | 2844 | 18.0% | |
| P | 1980 | 12.5% | |
| G | 1980 | 12.5% | |
| A | 1980 | 12.5% | |
| D | 1980 | 12.5% | |
| E | 1116 | 7.0% | |
| S | 864 | 5.5% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| n | 36 | 66.7% | |
| a | 18 | 33.3% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 15894 | 100.0% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| R | 3096 | 19.5% | |
| O | 2844 | 17.9% | |
| P | 1980 | 12.5% | |
| G | 1980 | 12.5% | |
| A | 1980 | 12.5% | |
| D | 1980 | 12.5% | |
| E | 1116 | 7.0% | |
| S | 864 | 5.4% | |
| n | 36 | 0.2% | |
| a | 18 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 15894 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| R | 3096 | 19.5% | |
| O | 2844 | 17.9% | |
| P | 1980 | 12.5% | |
| G | 1980 | 12.5% | |
| A | 1980 | 12.5% | |
| D | 1980 | 12.5% | |
| E | 1116 | 7.0% | |
| S | 864 | 5.4% | |
| n | 36 | 0.2% | |
| a | 18 | 0.1% |
| Distinct | 11 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.7 KiB |
| ESPECIALIZACION | |
|---|---|
| INGENIERIA | |
| TECNOLOGIA | |
| MAESTRIA | |
| LICENCIATURA | |
| Other values (6) |
| Value | Count | Frequency (%) | |
| ESPECIALIZACION | 468 | 23.4% | |
| INGENIERIA | 342 | 17.1% | |
| TECNOLOGIA | 306 | 15.3% | |
| MAESTRIA | 288 | 14.4% | |
| LICENCIATURA | 234 | 11.7% | |
| ARTES | 108 | 5.4% | |
| COMPONENTE PROPEDÃUTICO | 108 | 5.4% | |
| DOCTORADO | 54 | 2.7% | |
| PROYECTO ACADEMICO | 36 | 1.8% | |
| ADMINISTRACION | 36 | 1.8% | |
| CICLO BASICO INGENIERIA | 18 | 0.9% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 24 |
|---|---|
| Median length | 10 |
| Mean length | 11.90990991 |
| Min length | 5 |
Most occurring characters
| Value | Count | Frequency (%) | |
| I | 3834 | 16.1% | |
| E | 2988 | 12.6% | |
| A | 2970 | 12.5% | |
| C | 2178 | 9.2% | |
| N | 2016 | 8.5% | |
| O | 1854 | 7.8% | |
| T | 1278 | 5.4% | |
| R | 1224 | 5.1% | |
| L | 1026 | 4.3% | |
| S | 918 | 3.9% | |
| P | 828 | 3.5% | |
| G | 666 | 2.8% | |
| M | 468 | 2.0% | |
| Z | 468 | 2.0% | |
| U | 342 | 1.4% | |
| D | 288 | 1.2% | |
| 180 | 0.8% | ||
| Ã | 108 | 0.5% | |
| | 108 | 0.5% | |
| Y | 36 | 0.2% | |
| B | 18 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Uppercase Letter | 23508 | 98.8% | |
| Space Separator | 180 | 0.8% | |
| Control | 108 | 0.5% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| I | 3834 | 16.3% | |
| E | 2988 | 12.7% | |
| A | 2970 | 12.6% | |
| C | 2178 | 9.3% | |
| N | 2016 | 8.6% | |
| O | 1854 | 7.9% | |
| T | 1278 | 5.4% | |
| R | 1224 | 5.2% | |
| L | 1026 | 4.4% | |
| S | 918 | 3.9% | |
| P | 828 | 3.5% | |
| G | 666 | 2.8% | |
| M | 468 | 2.0% | |
| Z | 468 | 2.0% | |
| U | 342 | 1.5% | |
| D | 288 | 1.2% | |
| Ã | 108 | 0.5% | |
| Y | 36 | 0.2% | |
| B | 18 | 0.1% |
Most frequent Space Separator characters
| Value | Count | Frequency (%) | |
| 180 | 100.0% |
Most frequent Control characters
| Value | Count | Frequency (%) | |
| | 108 | 100.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 23508 | 98.8% | |
| Common | 288 | 1.2% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| I | 3834 | 16.3% | |
| E | 2988 | 12.7% | |
| A | 2970 | 12.6% | |
| C | 2178 | 9.3% | |
| N | 2016 | 8.6% | |
| O | 1854 | 7.9% | |
| T | 1278 | 5.4% | |
| R | 1224 | 5.2% | |
| L | 1026 | 4.4% | |
| S | 918 | 3.9% | |
| P | 828 | 3.5% | |
| G | 666 | 2.8% | |
| M | 468 | 2.0% | |
| Z | 468 | 2.0% | |
| U | 342 | 1.5% | |
| D | 288 | 1.2% | |
| Ã | 108 | 0.5% | |
| Y | 36 | 0.2% | |
| B | 18 | 0.1% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 180 | 62.5% | ||
| | 108 | 37.5% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 23580 | 99.1% | |
| None | 216 | 0.9% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| I | 3834 | 16.3% | |
| E | 2988 | 12.7% | |
| A | 2970 | 12.6% | |
| C | 2178 | 9.2% | |
| N | 2016 | 8.5% | |
| O | 1854 | 7.9% | |
| T | 1278 | 5.4% | |
| R | 1224 | 5.2% | |
| L | 1026 | 4.4% | |
| S | 918 | 3.9% | |
| P | 828 | 3.5% | |
| G | 666 | 2.8% | |
| M | 468 | 2.0% | |
| Z | 468 | 2.0% | |
| U | 342 | 1.5% | |
| D | 288 | 1.2% | |
| 180 | 0.8% | ||
| Y | 36 | 0.2% | |
| B | 18 | 0.1% |
Most frequent None characters
| Value | Count | Frequency (%) | |
| Ã | 108 | 50.0% | |
| | 108 | 50.0% |
| Distinct | 448 |
|---|---|
| Distinct (%) | 59.3% |
| Missing | 1243 |
| Missing (%) | 62.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 325.1324503 |
|---|---|
| Minimum | 1 |
| Maximum | 3171 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 22.7 |
| Q1 | 117 |
| median | 218 |
| Q3 | 371.5 |
| 95-th percentile | 1000.1 |
| Maximum | 3171 |
| Range | 3170 |
| Interquartile range (IQR) | 254.5 |
Descriptive statistics
| Standard deviation | 369.3902474 |
|---|---|
| Coefficient of variation (CV) | 1.136122362 |
| Kurtosis | 13.15474964 |
| Mean | 325.1324503 |
| Median Absolute Deviation (MAD) | 113 |
| Skewness | 3.124956221 |
| Sum | 245475 |
| Variance | 136449.1548 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 1 | 19 | 1.0% | |
| 107 | 6 | 0.3% | |
| 212 | 6 | 0.3% | |
| 150 | 5 | 0.3% | |
| 234 | 5 | 0.3% | |
| 280 | 5 | 0.3% | |
| 129 | 5 | 0.3% | |
| 146 | 4 | 0.2% | |
| 183 | 4 | 0.2% | |
| 93 | 4 | 0.2% | |
| 72 | 4 | 0.2% | |
| 106 | 4 | 0.2% | |
| 214 | 4 | 0.2% | |
| 61 | 4 | 0.2% | |
| 122 | 4 | 0.2% | |
| 162 | 4 | 0.2% | |
| 204 | 4 | 0.2% | |
| 101 | 4 | 0.2% | |
| 239 | 4 | 0.2% | |
| 82 | 4 | 0.2% | |
| 95 | 4 | 0.2% | |
| 133 | 4 | 0.2% | |
| 117 | 4 | 0.2% | |
| 275 | 4 | 0.2% | |
| 135 | 4 | 0.2% | |
| Other values (423) | 632 | 31.6% | |
| (Missing) | 1243 | 62.2% |
| Value | Count | Frequency (%) | |
| 1 | 19 | 1.0% | |
| 2 | 1 | 0.1% | |
| 4 | 2 | 0.1% | |
| 9 | 2 | 0.1% | |
| 10 | 1 | 0.1% | |
| 11 | 2 | 0.1% | |
| 12 | 2 | 0.1% | |
| 13 | 2 | 0.1% | |
| 14 | 2 | 0.1% | |
| 15 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3171 | 1 | 0.1% | |
| 2883 | 1 | 0.1% | |
| 2216 | 1 | 0.1% | |
| 2094 | 1 | 0.1% | |
| 2089 | 1 | 0.1% | |
| 2067 | 1 | 0.1% | |
| 2026 | 1 | 0.1% | |
| 1940 | 1 | 0.1% | |
| 1863 | 1 | 0.1% | |
| 1838 | 1 | 0.1% |
| Distinct | 189 |
|---|---|
| Distinct (%) | 15.6% |
| Missing | 783 |
| Missing (%) | 39.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 69.45349794 |
|---|---|
| Minimum | 1 |
| Maximum | 315 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 11 |
| Q1 | 30 |
| median | 55 |
| Q3 | 102 |
| 95-th percentile | 161.3 |
| Maximum | 315 |
| Range | 314 |
| Interquartile range (IQR) | 72 |
Descriptive statistics
| Standard deviation | 48.54160669 |
|---|---|
| Coefficient of variation (CV) | 0.6989080195 |
| Kurtosis | 0.005195709193 |
| Mean | 69.45349794 |
| Median Absolute Deviation (MAD) | 35 |
| Skewness | 0.7420157035 |
| Sum | 84386 |
| Variance | 2356.28758 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 37 | 30 | 1.5% | |
| 36 | 25 | 1.3% | |
| 20 | 23 | 1.2% | |
| 40 | 21 | 1.1% | |
| 16 | 20 | 1.0% | |
| 38 | 20 | 1.0% | |
| 24 | 19 | 1.0% | |
| 13 | 17 | 0.9% | |
| 10 | 17 | 0.9% | |
| 42 | 16 | 0.8% | |
| 23 | 16 | 0.8% | |
| 22 | 15 | 0.8% | |
| 21 | 15 | 0.8% | |
| 39 | 15 | 0.8% | |
| 35 | 15 | 0.8% | |
| 41 | 14 | 0.7% | |
| 14 | 14 | 0.7% | |
| 99 | 14 | 0.7% | |
| 96 | 14 | 0.7% | |
| 12 | 14 | 0.7% | |
| 15 | 13 | 0.7% | |
| 44 | 13 | 0.7% | |
| 105 | 13 | 0.7% | |
| 34 | 13 | 0.7% | |
| 100 | 13 | 0.7% | |
| Other values (164) | 796 | 39.8% | |
| (Missing) | 783 | 39.2% |
| Value | Count | Frequency (%) | |
| 1 | 6 | 0.3% | |
| 2 | 2 | 0.1% | |
| 3 | 5 | 0.3% | |
| 4 | 3 | 0.2% | |
| 5 | 4 | 0.2% | |
| 6 | 4 | 0.2% | |
| 7 | 3 | 0.2% | |
| 8 | 7 | 0.4% | |
| 9 | 7 | 0.4% | |
| 10 | 17 | 0.9% |
| Value | Count | Frequency (%) | |
| 315 | 1 | 0.1% | |
| 235 | 1 | 0.1% | |
| 227 | 1 | 0.1% | |
| 211 | 1 | 0.1% | |
| 210 | 1 | 0.1% | |
| 197 | 1 | 0.1% | |
| 194 | 3 | 0.2% | |
| 192 | 1 | 0.1% | |
| 190 | 3 | 0.2% | |
| 188 | 1 | 0.1% |
| Distinct | 153 |
|---|---|
| Distinct (%) | 13.0% |
| Missing | 817 |
| Missing (%) | 40.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 57.72904318 |
|---|---|
| Minimum | 1 |
| Maximum | 260 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 11 |
| Q1 | 26 |
| median | 51 |
| Q3 | 80 |
| 95-th percentile | 126 |
| Maximum | 260 |
| Range | 259 |
| Interquartile range (IQR) | 54 |
Descriptive statistics
| Standard deviation | 37.25042707 |
|---|---|
| Coefficient of variation (CV) | 0.6452631988 |
| Kurtosis | 0.3530010113 |
| Mean | 57.72904318 |
| Median Absolute Deviation (MAD) | 27 |
| Skewness | 0.7444055944 |
| Sum | 68178 |
| Variance | 1387.594317 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 37 | 28 | 1.4% | |
| 78 | 25 | 1.3% | |
| 36 | 24 | 1.2% | |
| 35 | 24 | 1.2% | |
| 38 | 22 | 1.1% | |
| 16 | 22 | 1.1% | |
| 25 | 22 | 1.1% | |
| 20 | 21 | 1.1% | |
| 15 | 20 | 1.0% | |
| 42 | 20 | 1.0% | |
| 80 | 20 | 1.0% | |
| 19 | 20 | 1.0% | |
| 83 | 19 | 1.0% | |
| 39 | 19 | 1.0% | |
| 81 | 19 | 1.0% | |
| 76 | 19 | 1.0% | |
| 40 | 18 | 0.9% | |
| 22 | 18 | 0.9% | |
| 73 | 17 | 0.9% | |
| 79 | 17 | 0.9% | |
| 82 | 17 | 0.9% | |
| 17 | 16 | 0.8% | |
| 60 | 16 | 0.8% | |
| 43 | 16 | 0.8% | |
| 1 | 15 | 0.8% | |
| Other values (128) | 687 | 34.4% | |
| (Missing) | 817 | 40.9% |
| Value | Count | Frequency (%) | |
| 1 | 15 | 0.8% | |
| 2 | 6 | 0.3% | |
| 3 | 6 | 0.3% | |
| 4 | 3 | 0.2% | |
| 5 | 4 | 0.2% | |
| 6 | 3 | 0.2% | |
| 7 | 1 | 0.1% | |
| 8 | 4 | 0.2% | |
| 9 | 6 | 0.3% | |
| 10 | 6 | 0.3% |
| Value | Count | Frequency (%) | |
| 260 | 1 | 0.1% | |
| 201 | 1 | 0.1% | |
| 178 | 1 | 0.1% | |
| 170 | 1 | 0.1% | |
| 169 | 1 | 0.1% | |
| 165 | 1 | 0.1% | |
| 164 | 1 | 0.1% | |
| 163 | 1 | 0.1% | |
| 160 | 1 | 0.1% | |
| 159 | 1 | 0.1% |
| Distinct | 628 |
|---|---|
| Distinct (%) | 44.9% |
| Missing | 598 |
| Missing (%) | 29.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 357.9007143 |
|---|---|
| Minimum | 1 |
| Maximum | 1572 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 9.95 |
| Q1 | 46 |
| median | 244.5 |
| Q3 | 647 |
| 95-th percentile | 996.3 |
| Maximum | 1572 |
| Range | 1571 |
| Interquartile range (IQR) | 601 |
Descriptive statistics
| Standard deviation | 360.1806246 |
|---|---|
| Coefficient of variation (CV) | 1.006370231 |
| Kurtosis | 0.1284024813 |
| Mean | 357.9007143 |
| Median Absolute Deviation (MAD) | 217.5 |
| Skewness | 0.9397729588 |
| Sum | 501061 |
| Variance | 129730.0823 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 3 | 14 | 0.7% | |
| 22 | 13 | 0.7% | |
| 31 | 12 | 0.6% | |
| 50 | 12 | 0.6% | |
| 24 | 12 | 0.6% | |
| 12 | 11 | 0.6% | |
| 48 | 11 | 0.6% | |
| 2 | 11 | 0.6% | |
| 23 | 11 | 0.6% | |
| 52 | 10 | 0.5% | |
| 38 | 10 | 0.5% | |
| 27 | 10 | 0.5% | |
| 1 | 9 | 0.5% | |
| 6 | 9 | 0.5% | |
| 57 | 9 | 0.5% | |
| 25 | 9 | 0.5% | |
| 17 | 9 | 0.5% | |
| 39 | 9 | 0.5% | |
| 10 | 9 | 0.5% | |
| 33 | 9 | 0.5% | |
| 35 | 8 | 0.4% | |
| 37 | 8 | 0.4% | |
| 45 | 8 | 0.4% | |
| 15 | 8 | 0.4% | |
| 29 | 8 | 0.4% | |
| Other values (603) | 1151 | 57.6% | |
| (Missing) | 598 | 29.9% |
| Value | Count | Frequency (%) | |
| 1 | 9 | 0.5% | |
| 2 | 11 | 0.6% | |
| 3 | 14 | 0.7% | |
| 4 | 7 | 0.4% | |
| 5 | 8 | 0.4% | |
| 6 | 9 | 0.5% | |
| 8 | 7 | 0.4% | |
| 9 | 5 | 0.3% | |
| 10 | 9 | 0.5% | |
| 11 | 4 | 0.2% |
| Value | Count | Frequency (%) | |
| 1572 | 2 | 0.1% | |
| 1520 | 1 | 0.1% | |
| 1515 | 1 | 0.1% | |
| 1488 | 1 | 0.1% | |
| 1461 | 1 | 0.1% | |
| 1459 | 1 | 0.1% | |
| 1451 | 1 | 0.1% | |
| 1440 | 1 | 0.1% | |
| 1424 | 1 | 0.1% | |
| 1422 | 1 | 0.1% |
| Distinct | 333 |
|---|---|
| Distinct (%) | 30.0% |
| Missing | 888 |
| Missing (%) | 44.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 113.1927928 |
|---|---|
| Minimum | 1 |
| Maximum | 796 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 15 |
| median | 72 |
| Q3 | 174.75 |
| 95-th percentile | 367.65 |
| Maximum | 796 |
| Range | 795 |
| Interquartile range (IQR) | 159.75 |
Descriptive statistics
| Standard deviation | 122.9938995 |
|---|---|
| Coefficient of variation (CV) | 1.086587728 |
| Kurtosis | 3.326158519 |
| Mean | 113.1927928 |
| Median Absolute Deviation (MAD) | 65 |
| Skewness | 1.638593901 |
| Sum | 125644 |
| Variance | 15127.49932 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 1 | 55 | 2.8% | |
| 2 | 40 | 2.0% | |
| 4 | 26 | 1.3% | |
| 3 | 24 | 1.2% | |
| 6 | 19 | 1.0% | |
| 8 | 18 | 0.9% | |
| 15 | 15 | 0.8% | |
| 5 | 15 | 0.8% | |
| 7 | 14 | 0.7% | |
| 14 | 12 | 0.6% | |
| 12 | 11 | 0.6% | |
| 10 | 11 | 0.6% | |
| 9 | 10 | 0.5% | |
| 24 | 10 | 0.5% | |
| 42 | 10 | 0.5% | |
| 13 | 10 | 0.5% | |
| 21 | 9 | 0.5% | |
| 44 | 9 | 0.5% | |
| 18 | 9 | 0.5% | |
| 19 | 9 | 0.5% | |
| 68 | 8 | 0.4% | |
| 39 | 8 | 0.4% | |
| 27 | 8 | 0.4% | |
| 43 | 8 | 0.4% | |
| 97 | 8 | 0.4% | |
| Other values (308) | 734 | 36.7% | |
| (Missing) | 888 | 44.4% |
| Value | Count | Frequency (%) | |
| 1 | 55 | 2.8% | |
| 2 | 40 | 2.0% | |
| 3 | 24 | 1.2% | |
| 4 | 26 | 1.3% | |
| 5 | 15 | 0.8% | |
| 6 | 19 | 1.0% | |
| 7 | 14 | 0.7% | |
| 8 | 18 | 0.9% | |
| 9 | 10 | 0.5% | |
| 10 | 11 | 0.6% |
| Value | Count | Frequency (%) | |
| 796 | 1 | 0.1% | |
| 755 | 1 | 0.1% | |
| 720 | 1 | 0.1% | |
| 621 | 1 | 0.1% | |
| 598 | 1 | 0.1% | |
| 589 | 1 | 0.1% | |
| 584 | 1 | 0.1% | |
| 568 | 1 | 0.1% | |
| 548 | 1 | 0.1% | |
| 540 | 2 | 0.1% |
| Distinct | 105 |
|---|---|
| Distinct (%) | 9.0% |
| Missing | 831 |
| Missing (%) | 41.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.50642674 |
|---|---|
| Minimum | 1 |
| Maximum | 210 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 10 |
| median | 26 |
| Q3 | 42 |
| 95-th percentile | 73 |
| Maximum | 210 |
| Range | 209 |
| Interquartile range (IQR) | 32 |
Descriptive statistics
| Standard deviation | 24.2470083 |
|---|---|
| Coefficient of variation (CV) | 0.8217534613 |
| Kurtosis | 5.47525606 |
| Mean | 29.50642674 |
| Median Absolute Deviation (MAD) | 16 |
| Skewness | 1.622354206 |
| Sum | 34434 |
| Variance | 587.9174115 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 1 | 57 | 2.9% | |
| 3 | 38 | 1.9% | |
| 7 | 35 | 1.8% | |
| 2 | 31 | 1.6% | |
| 8 | 27 | 1.4% | |
| 19 | 26 | 1.3% | |
| 11 | 26 | 1.3% | |
| 6 | 26 | 1.3% | |
| 30 | 25 | 1.3% | |
| 33 | 25 | 1.3% | |
| 10 | 24 | 1.2% | |
| 5 | 23 | 1.2% | |
| 36 | 23 | 1.2% | |
| 24 | 22 | 1.1% | |
| 9 | 21 | 1.1% | |
| 16 | 21 | 1.1% | |
| 34 | 21 | 1.1% | |
| 22 | 20 | 1.0% | |
| 23 | 20 | 1.0% | |
| 29 | 20 | 1.0% | |
| 27 | 19 | 1.0% | |
| 35 | 19 | 1.0% | |
| 15 | 19 | 1.0% | |
| 37 | 19 | 1.0% | |
| 13 | 19 | 1.0% | |
| Other values (80) | 541 | 27.1% | |
| (Missing) | 831 | 41.6% |
| Value | Count | Frequency (%) | |
| 1 | 57 | 2.9% | |
| 2 | 31 | 1.6% | |
| 3 | 38 | 1.9% | |
| 4 | 14 | 0.7% | |
| 5 | 23 | 1.2% | |
| 6 | 26 | 1.3% | |
| 7 | 35 | 1.8% | |
| 8 | 27 | 1.4% | |
| 9 | 21 | 1.1% | |
| 10 | 24 | 1.2% |
| Value | Count | Frequency (%) | |
| 210 | 1 | 0.1% | |
| 183 | 1 | 0.1% | |
| 153 | 1 | 0.1% | |
| 151 | 1 | 0.1% | |
| 143 | 1 | 0.1% | |
| 137 | 1 | 0.1% | |
| 124 | 1 | 0.1% | |
| 118 | 1 | 0.1% | |
| 114 | 1 | 0.1% | |
| 107 | 1 | 0.1% |
| Distinct | 88 |
|---|---|
| Distinct (%) | 9.1% |
| Missing | 1030 |
| Missing (%) | 51.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.82541322 |
|---|---|
| Minimum | 1 |
| Maximum | 172 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4 |
| median | 11 |
| Q3 | 24 |
| 95-th percentile | 57.65 |
| Maximum | 172 |
| Range | 171 |
| Interquartile range (IQR) | 20 |
Descriptive statistics
| Standard deviation | 19.9961603 |
|---|---|
| Coefficient of variation (CV) | 1.121778219 |
| Kurtosis | 9.201080307 |
| Mean | 17.82541322 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 2.461404976 |
| Sum | 17255 |
| Variance | 399.8464269 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 1 | 83 | 4.2% | |
| 2 | 80 | 4.0% | |
| 6 | 50 | 2.5% | |
| 4 | 45 | 2.3% | |
| 5 | 43 | 2.2% | |
| 3 | 40 | 2.0% | |
| 7 | 34 | 1.7% | |
| 10 | 34 | 1.7% | |
| 8 | 29 | 1.5% | |
| 9 | 27 | 1.4% | |
| 14 | 26 | 1.3% | |
| 16 | 26 | 1.3% | |
| 15 | 26 | 1.3% | |
| 13 | 26 | 1.3% | |
| 11 | 25 | 1.3% | |
| 12 | 24 | 1.2% | |
| 20 | 22 | 1.1% | |
| 18 | 16 | 0.8% | |
| 19 | 15 | 0.8% | |
| 28 | 15 | 0.8% | |
| 17 | 14 | 0.7% | |
| 24 | 14 | 0.7% | |
| 22 | 13 | 0.7% | |
| 29 | 13 | 0.7% | |
| 34 | 12 | 0.6% | |
| Other values (63) | 216 | 10.8% | |
| (Missing) | 1030 | 51.6% |
| Value | Count | Frequency (%) | |
| 1 | 83 | 4.2% | |
| 2 | 80 | 4.0% | |
| 3 | 40 | 2.0% | |
| 4 | 45 | 2.3% | |
| 5 | 43 | 2.2% | |
| 6 | 50 | 2.5% | |
| 7 | 34 | 1.7% | |
| 8 | 29 | 1.5% | |
| 9 | 27 | 1.4% | |
| 10 | 34 | 1.7% |
| Value | Count | Frequency (%) | |
| 172 | 1 | 0.1% | |
| 144 | 1 | 0.1% | |
| 138 | 1 | 0.1% | |
| 128 | 1 | 0.1% | |
| 108 | 1 | 0.1% | |
| 102 | 1 | 0.1% | |
| 100 | 2 | 0.1% | |
| 95 | 1 | 0.1% | |
| 93 | 1 | 0.1% | |
| 92 | 2 | 0.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| anno | semestre | anno_semestre | facultad | proyecto | nivel | modalidad | inscritos | admitidos | primiparos | matriculados | egresados | graduados | retirados | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2009 | 1 | 01/01/2009 12:00:00 AM | FACULTAD DE ARTES-ASAB | ARTE DANZARIO | PREGRADO | ARTES | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 1 | 2009 | 1 | 01/01/2009 12:00:00 AM | FACULTAD DE ARTES-ASAB | ARTES ESCENICAS | PREGRADO | ARTES | NaN | NaN | NaN | 308.0 | 16.0 | 10.0 | 10.0 |
| 2 | 2009 | 1 | 01/01/2009 12:00:00 AM | FACULTAD DE ARTES-ASAB | ARTES MUSICALES | PREGRADO | ARTES | 280.0 | 39.0 | 37.0 | 404.0 | 63.0 | 7.0 | 14.0 |
| 3 | 2009 | 1 | 01/01/2009 12:00:00 AM | FACULTAD DE ARTES-ASAB | ARTES PLASTICAS Y VISUALES | PREGRADO | ARTES | 425.0 | 39.0 | 37.0 | 417.0 | 47.0 | 23.0 | 21.0 |
| 4 | 2009 | 1 | 01/01/2009 12:00:00 AM | FACULTAD DE ARTES-ASAB | ESPECIALIZACION EN VOZ ESCENICA | POSGRADO | ARTES | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 5 | 2009 | 1 | 01/01/2009 12:00:00 AM | FACULTAD DE ARTES-ASAB | MAESTRIA EN ESTUDIOS ARTISTICOS | POSGRADO | MAESTRIA | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 6 | 2009 | 1 | 01/01/2009 12:00:00 AM | FACULTAD DE CIENCIAS Y EDUCACION | DOCTORADO EN ESTUDIOS SOCIALES | POSGRADO | DOCTORADO | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 7 | 2009 | 1 | 01/01/2009 12:00:00 AM | FACULTAD DE CIENCIAS Y EDUCACION | DOCTORADO INTERINSTITUCIONAL EN EDUCACION | POSGRADO | DOCTORADO | NaN | NaN | NaN | 33.0 | NaN | NaN | NaN |
| 8 | 2009 | 1 | 01/01/2009 12:00:00 AM | FACULTAD DE CIENCIAS Y EDUCACION | ESPECIALIZACION EN CIENCIAS DE LA EDUCACION CON ENFASIS EN PSICOLINGUISTICA | POSGRADO | ESPECIALIZACION | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 9 | 2009 | 1 | 01/01/2009 12:00:00 AM | FACULTAD DE CIENCIAS Y EDUCACION | ESPECIALIZACION EN DESARROLLO HUMANO CON ENFASIS EN PROCESOS AFECTIVOS Y CREATIVIDAD | POSGRADO | ESPECIALIZACION | NaN | 22.0 | 20.0 | 55.0 | NaN | 2.0 | NaN |
Last rows
| anno | semestre | anno_semestre | facultad | proyecto | nivel | modalidad | inscritos | admitidos | primiparos | matriculados | egresados | graduados | retirados | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1988 | 2017 | 3 | 03/01/2017 12:00:00 AM | FACULTAD DE TECNOLOGIA - POLITECNICA / TECNOLOGICA | MAESTRIA EN INGENIERIA CIVIL | POSGRADO | MAESTRIA | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 1989 | 2017 | 3 | 03/01/2017 12:00:00 AM | FACULTAD DE TECNOLOGIA - POLITECNICA / TECNOLOGICA | TECNOLOGIA EN CONSTRUCCIONES CIVILES | PREGRADO | TECNOLOGIA | 599.0 | 146.0 | 119.0 | 672.0 | 80.0 | 42.0 | 2.0 |
| 1990 | 2017 | 3 | 03/01/2017 12:00:00 AM | FACULTAD DE TECNOLOGIA - POLITECNICA / TECNOLOGICA | TECNOLOGIA EN ELECTRICIDAD | PREGRADO | TECNOLOGIA | NaN | NaN | NaN | 181.0 | 29.0 | 34.0 | NaN |
| 1991 | 2017 | 3 | 03/01/2017 12:00:00 AM | FACULTAD DE TECNOLOGIA - POLITECNICA / TECNOLOGICA | TECNOLOGIA EN ELECTRONICA | PREGRADO | TECNOLOGIA | 191.0 | 146.0 | 117.0 | 754.0 | 14.0 | 36.0 | NaN |
| 1992 | 2017 | 3 | 03/01/2017 12:00:00 AM | FACULTAD DE TECNOLOGIA - POLITECNICA / TECNOLOGICA | TECNOLOGIA EN GESTION DE LA PRODUCCION INDUSTRIAL | PREGRADO | TECNOLOGIA | 285.0 | 156.0 | 112.0 | 897.0 | 6.0 | 55.0 | NaN |
| 1993 | 2017 | 3 | 03/01/2017 12:00:00 AM | FACULTAD DE TECNOLOGIA - POLITECNICA / TECNOLOGICA | TECNOLOGIA EN MECANICA INDUSTRIAL | PREGRADO | TECNOLOGIA | 219.0 | 138.0 | 119.0 | 839.0 | 148.0 | 71.0 | NaN |
| 1994 | 2017 | 3 | 03/01/2017 12:00:00 AM | FACULTAD DE TECNOLOGIA - POLITECNICA / TECNOLOGICA | TECNOLOGIA EN SISTEMAS ELECTRICOS DE MEDIA Y BAJA TENSION | PREGRADO | TECNOLOGIA | 92.0 | 78.0 | 59.0 | 228.0 | NaN | NaN | NaN |
| 1995 | 2017 | 3 | 03/01/2017 12:00:00 AM | FACULTAD DE TECNOLOGIA - POLITECNICA / TECNOLOGICA | TECNOLOGIA EN SISTEMATIZACION DE DATOS | PREGRADO | TECNOLOGIA | 171.0 | 145.0 | 118.0 | 774.0 | 14.0 | 34.0 | NaN |
| 1996 | 2017 | 3 | 03/01/2017 12:00:00 AM | VICERRECTORIA ACADEMICA | NO_REGISTRA | POSGRADO | PROYECTO ACADEMICO | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 1997 | 2017 | 3 | 03/01/2017 12:00:00 AM | VICERRECTORIA CONVENIOS | ARTES ESCENICAS | PREGRADO | ARTES | NaN | NaN | NaN | NaN | NaN | NaN | NaN |